MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47601
cyanheads
Search Stack Exchange questions, fetch Q&A threads as markdown, look up tag FAQ…
47602
luanpdd
kit-mcp Claim
An opinionated brownfield planning workflow (PT-BR) with agents, slash-commands…
N/A N/A
47603
Query your local network in plain language: devices, open ports, security findi…
N/A N/A 76
47604
atfinke
Mail MCP Claim
Local MCP server for macOS Mail reads plus visible unsent compose, reply, and f…
N/A N/A
47605
DrBaher
MCP server for compare-cli: contract version diff/redline and a drift gate as a…
N/A N/A
47606
voidtype
slsk-mcp Claim
An MCP server that enables AI assistants to log into Soulseek, search the netwo…
47607
adelaidasofia
FastMCP server for surgical queries against a vault knowledge graph (NetworkX n…
N/A N/A
47608
gopls-mcp
gopls-mcp Claim 1
MCP server for golang projects development: Expand AI Code Agent ability bounda…
N/A N/A 95
47609
maciej-w
hop-mcp Claim
Manages parallel Git worktrees, enabling work on multiple branches simultaneous…
N/A N/A
47610
daniel-underpass
Luxxon Claim
On-demand live vision MCP for AI agents — open a session at a lat/lng, receive …
N/A N/A
47611
Bit-Aura
An air-gapped, edge-native, deterministic translation layer that ingests raw De…
N/A N/A
47612
36412749-collab
OpenAI-compatible LLM, image and video APIs via Routara (api.routara.ai).
N/A N/A
47613
Rajeev-Shyam
Read-only MCP server: query_metrics over local metric time-series (Quellgeist t…
N/A N/A
47614
junter1989k-ai
Slovakia payments for AI agents — cards / Apple Pay via Stripe. Never holds fun…
47615
tomtorggler
Enables AI assistants to interact with the Hevy fitness tracking API for loggin…
47616
AWS MCP Server Claim 1
A managed MCP server enabling AI agents to access AWS using docs, API calls, an…
N/A N/A 81
47617
nickshffer
A local-first Graph-RAG system that combines ChromaDB with metadata-based graph…
N/A N/A
47618
royola1108
Disco Engine Claim
Enables AI agents to play Disco Elysium through MCP protocol, with a SQLite ROM…
47619
chhanz
Fetches AWS What's New announcements by month, allowing users to query announce…
47620
FlyDocs Claim 1
Spec-driven development workflow for AI agents: issue lifecycle, sessions, proj…
N/A N/A 81
47621
nakulk02
Enables AI-powered analysis of IP assignment compliance, including gap detectio…
47622
Savvly
savvly Claim
Savvly MCP: query fund data, model projections, and compare against alternative…
47623
userlite
Intelligent routing service that selects optimal AI models based on capability …
N/A N/A 95
47624
evgenyigumnov
Enables extracting visible text and links from webpages for content analysis.
N/A N/A
47625
kogarashi86
WikiStrata Claim
Enables querying and interacting with a Markdown wiki generated from Confluence…
47626
maxkle1nz
m1nd Claim
m1nd is a local MCP runtime that gives coding agents graph-native memory of a c…
N/A N/A
47627
spaceship-mcp Claim 1
Manage domains, DNS records, contacts, marketplace listings, and more via the S…
N/A N/A 81
47628
woongaro
Enables searching and retrieving Korean Constitutional Court decisions using th…
47629
luc-vocab
A Docker-based deployment that wraps the Gemini MCP server with supergateway to…
81
47630
finizi-app
Enables AI assistants to interact with the Finizi B4B platform through 15 compr…
N/A N/A 95
47631
SunrisesIllNeverSee
Ranks AI coding operators by token cascade efficiency. Live leaderboard + signe…
N/A N/A
47632
fundfluent-admin
Access a comprehensive suite of tools and resources to help startups and small …
N/A N/A 95
47633
belindamo
KG Memory Claim
An MCP server that implements a heavily typed knowledge graph memory system wit…
N/A N/A
47634
eddy06260626
saqz Claim
N/A N/A 95
47635
andy78644
Enables Claude to interact with Yahoo Fantasy Baseball and Basketball leagues, …
N/A N/A
47636
nicobailon
AI-powered code review server that analyzes git diffs and PRs with context from…
N/A N/A 95
47637
joegra2003
metamodel Claim
AI-callable calculators and engineering models with real formulas. No hallucina…
N/A N/A 95
47638
echoes-io
Enables AI integration with the Echoes storytelling platform, providing narrati…
N/A N/A
47639
trendsapi
Steam concurrent player trends for any game over time. Free key at trendsapi.ai
47640
FoundryNet
Academic paper search, scientific literature, citation analysis, arXiv & semant…
47641
scottmartinanderson
Enables AI-driven open-source intelligence investigations by exposing 30 tools …
N/A N/A
47642
equipdash
EquipDash Claim
EquipDash is a rental, booking, and experience management platform for equipmen…
81
47643
hzq510473048
cocos_mcp Claim
Enables AI assistants to control Cocos Creator game development directly within…
N/A N/A
47644
ottotheagent
Otto Travel Claim
Plan, book, and manage business travel.
47645
capybarist
acquis Claim
Verified EU law: verbatim, signed provisions with EUR-Lex links. Read-only, not…
47646
BlondeDevRules
g-guest Claim
Book a table, appointment or class at a real local business. Instant confirmati…
47647
inliner-ai
Enables AI coding agents to manage image projects, generate and edit images, an…
47648
Offline AI-powered local file search. BM25 + semantic hybrid search across all …
N/A N/A 81
47649
FerhatDundar
MCP server for the AWS CLI. Read-only by default; single Go binary.
N/A N/A
47650
mithun4elp
Generate engineer-grade SaaS specifications — design systems, database schemas,…
N/A N/A
Showing 47601–47650 of 66518 servers
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